Pandas Profiling Report

Dataset statistics

Number of variables	24
Number of observations	159256
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	29.2 MiB
Average record size in memory	192.0 B

Variable types

Numeric	20
Categorical	4

Alerts

`age` is highly overall correlated with `height(cm)`	High correlation
`height(cm)` is highly overall correlated with `age` and 2 other fields	High correlation
`weight(kg)` is highly overall correlated with `height(cm)` and 2 other fields	High correlation
`waist(cm)` is highly overall correlated with `weight(kg)`	High correlation
`eyesight(left)` is highly overall correlated with `eyesight(right)`	High correlation
`eyesight(right)` is highly overall correlated with `eyesight(left)`	High correlation
`systolic` is highly overall correlated with `relaxation`	High correlation
`relaxation` is highly overall correlated with `systolic`	High correlation
`Cholesterol` is highly overall correlated with `LDL`	High correlation
`triglyceride` is highly overall correlated with `HDL`	High correlation
`HDL` is highly overall correlated with `triglyceride`	High correlation
`LDL` is highly overall correlated with `Cholesterol`	High correlation
`hemoglobin` is highly overall correlated with `height(cm)` and 1 other fields	High correlation
`AST` is highly overall correlated with `ALT`	High correlation
`ALT` is highly overall correlated with `AST` and 1 other fields	High correlation
`Gtp` is highly overall correlated with `ALT`	High correlation
`hearing(left)` is highly overall correlated with `hearing(right)`	High correlation
`hearing(right)` is highly overall correlated with `hearing(left)`	High correlation
`hearing(left)` is highly imbalanced (83.7%)	Imbalance
`hearing(right)` is highly imbalanced (84.0%)	Imbalance
`ALT` is highly skewed (γ1 = 34.83001193)	Skewed
`id` is uniformly distributed	Uniform
`id` has unique values	Unique

Reproduction

Analysis started	2023-11-05 17:42:41.644652
Analysis finished	2023-11-05 17:43:45.474917
Duration	1 minute and 3.83 seconds
Software version	ydata-profiling vv4.6.1
Download configuration	config.json

id
Real number (ℝ)

UNIFORM UNIQUE

Distinct	159256
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	79627.5

Minimum	0
Maximum	159255
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	0
5-th percentile	7962.75
Q1	39813.75
median	79627.5
Q3	119441.25
95-th percentile	151292.25
Maximum	159255
Range	159255
Interquartile range (IQR)	79627.5

Descriptive statistics

Standard deviation	45973.392
Coefficient of variation (CV)	0.57735571
Kurtosis	-1.2
Mean	79627.5
Median Absolute Deviation (MAD)	39814
Skewness	0
Sum	1.2681157 × 10¹⁰
Variance	2.1135527 × 10⁹
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1	< 0.1%
106173	1	< 0.1%
106166	1	< 0.1%
106167	1	< 0.1%
106168	1	< 0.1%
106169	1	< 0.1%
106170	1	< 0.1%
106171	1	< 0.1%
106172	1	< 0.1%
106174	1	< 0.1%
Other values (159246)	159246	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%

Value	Count	Frequency (%)
159255	1	< 0.1%
159254	1	< 0.1%
159253	1	< 0.1%
159252	1	< 0.1%
159251	1	< 0.1%
159250	1	< 0.1%
159249	1	< 0.1%
159248	1	< 0.1%
159247	1	< 0.1%
159246	1	< 0.1%

age
Real number (ℝ)

HIGH CORRELATION

Distinct	18
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	44.306626

Minimum	20
Maximum	85
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	20
5-th percentile	25
Q1	40
median	40
Q3	55
95-th percentile	65
Maximum	85
Range	65
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	11.842286
Coefficient of variation (CV)	0.26728025
Kurtosis	-0.15879716
Mean	44.306626
Median Absolute Deviation (MAD)	10
Skewness	0.29169735
Sum	7056096
Variance	140.23973
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=18)

Value	Count	Frequency (%)
40	46691	29.3%
60	19043	12.0%
45	18480	11.6%
50	15768	9.9%
55	13446	8.4%
35	13081	8.2%
30	11465	7.2%
25	9140	5.7%
20	3829	2.4%
65	3637	2.3%
Other values (8)	4676	2.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20	3829	2.4%
25	9140	5.7%
30	11465	7.2%
35	13081	8.2%
40	46691	29.3%
45	18480	11.6%
49	1	< 0.1%
50	15768	9.9%
55	13446	8.4%
58	2	< 0.1%

Value	Count	Frequency (%)
85	38	< 0.1%
80	644	0.4%
75	1760	1.1%
70	2229	1.4%
69	1	< 0.1%
65	3637	2.3%
62	1	< 0.1%
60	19043	12.0%
58	2	< 0.1%
55	13446	8.4%

height(cm)
Real number (ℝ)

HIGH CORRELATION

Distinct	14
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	165.26693

Minimum	135
Maximum	190
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	135
5-th percentile	150
Q1	160
median	165
Q3	170
95-th percentile	180
Maximum	190
Range	55
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	8.8189698
Coefficient of variation (CV)	0.053361976
Kurtosis	-0.53077328
Mean	165.26693
Median Absolute Deviation (MAD)	5
Skewness	-0.26991481
Sum	26319750
Variance	77.774229
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
170	37398	23.5%
165	30145	18.9%
175	24852	15.6%
160	22783	14.3%
155	19597	12.3%
150	11534	7.2%
180	8185	5.1%
145	2736	1.7%
185	1562	1.0%
140	410	0.3%
Other values (4)	54	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
135	8	< 0.1%
139	1	< 0.1%
140	410	0.3%
145	2736	1.7%
150	11534	7.2%
155	19597	12.3%
160	22783	14.3%
165	30145	18.9%
170	37398	23.5%
175	24852	15.6%

Value	Count	Frequency (%)
190	44	< 0.1%
185	1562	1.0%
181	1	< 0.1%
180	8185	5.1%
175	24852	15.6%
170	37398	23.5%
165	30145	18.9%
160	22783	14.3%
155	19597	12.3%
150	11534	7.2%

weight(kg)
Real number (ℝ)

HIGH CORRELATION

Distinct	28
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	67.143662

Minimum	30
Maximum	130
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	30
5-th percentile	50
Q1	60
median	65
Q3	75
95-th percentile	90
Maximum	130
Range	100
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	12.586198
Coefficient of variation (CV)	0.18745177
Kurtosis	-0.036576272
Mean	67.143662
Median Absolute Deviation (MAD)	10
Skewness	0.37807475
Sum	10693031
Variance	158.41238
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=28)

Value	Count	Frequency (%)
70	24168	15.2%
65	23069	14.5%
60	21658	13.6%
75	19698	12.4%
55	18715	11.8%
50	13780	8.7%
80	13631	8.6%
85	8612	5.4%
45	5420	3.4%
90	4676	2.9%
Other values (18)	5829	3.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
30	14	< 0.1%
35	47	< 0.1%
40	881	0.6%
45	5420	3.4%
50	13780	8.7%
55	18715	11.8%
60	21658	13.6%
65	23069	14.5%
70	24168	15.2%
75	19698	12.4%

Value	Count	Frequency (%)
130	2	< 0.1%
125	6	< 0.1%
120	24	< 0.1%
115	82	0.1%
110	228	0.1%
105	500	0.3%
101	1	< 0.1%
100	1391	0.9%
99	1	< 0.1%
95	2647	1.7%

waist(cm)
Real number (ℝ)

HIGH CORRELATION

Distinct	531
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	83.00199

Minimum	51
Maximum	127
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	51
5-th percentile	68
Q1	77
median	83
Q3	89
95-th percentile	98
Maximum	127
Range	76
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	8.9579373
Coefficient of variation (CV)	0.10792437
Kurtosis	-0.056410967
Mean	83.00199
Median Absolute Deviation (MAD)	6
Skewness	0.072445894
Sum	13218565
Variance	80.24464
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
80	6572	4.1%
86	6026	3.8%
84	5986	3.8%
82	5962	3.7%
81	5619	3.5%
87	5581	3.5%
85	5488	3.4%
83	5354	3.4%
88	5048	3.2%
78	4819	3.0%
Other values (521)	102801	64.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
51	4	< 0.1%
56	5	< 0.1%
56.2	1	< 0.1%
56.3	1	< 0.1%
56.5	1	< 0.1%
57	5	< 0.1%
57.4	3	< 0.1%
57.5	1	< 0.1%
57.7	4	< 0.1%
58	42	< 0.1%

Value	Count	Frequency (%)
127	3	< 0.1%
125.8	1	< 0.1%
124	2	< 0.1%
123	1	< 0.1%
121.4	1	< 0.1%
121	4	< 0.1%
120.5	1	< 0.1%
120	3	< 0.1%
118.2	1	< 0.1%
118	5	< 0.1%

eyesight(left)
Real number (ℝ)

HIGH CORRELATION

Distinct	20
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.0057982

Minimum	0.1
Maximum	9.9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	0.1
5-th percentile	0.5
Q1	0.8
median	1
Q3	1.2
95-th percentile	1.5
Maximum	9.9
Range	9.8
Interquartile range (IQR)	0.4

Descriptive statistics

Standard deviation	0.40211261
Coefficient of variation (CV)	0.39979452
Kurtosis	196.46547
Mean	1.0057982
Median Absolute Deviation (MAD)	0.2
Skewness	8.8905724
Sum	160179.4
Variance	0.16169455
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
1	37380	23.5%
1.2	36618	23.0%
1.5	21550	13.5%
0.9	15212	9.6%
0.8	15078	9.5%
0.7	13124	8.2%
0.6	6769	4.3%
0.5	5599	3.5%
0.4	3337	2.1%
0.3	2235	1.4%
Other values (10)	2354	1.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1	710	0.4%
0.2	922	0.6%
0.3	2235	1.4%
0.4	3337	2.1%
0.5	5599	3.5%
0.6	6769	4.3%
0.7	13124	8.2%
0.8	15078	9.5%
0.9	15212	9.6%
1	37380	23.5%

Value	Count	Frequency (%)
9.9	132	0.1%
2	557	0.3%
1.9	1	< 0.1%
1.8	2	< 0.1%
1.7	1	< 0.1%
1.6	19	< 0.1%
1.5	21550	13.5%
1.3	9	< 0.1%
1.2	36618	23.0%
1.1	1	< 0.1%

eyesight(right)
Real number (ℝ)

HIGH CORRELATION

Distinct	17
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.000989

Minimum	0.1
Maximum	9.9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	0.1
5-th percentile	0.5
Q1	0.8
median	1
Q3	1.2
95-th percentile	1.5
Maximum	9.9
Range	9.8
Interquartile range (IQR)	0.4

Descriptive statistics

Standard deviation	0.39229858
Coefficient of variation (CV)	0.39191099
Kurtosis	192.72935
Mean	1.000989
Median Absolute Deviation (MAD)	0.2
Skewness	8.4868491
Sum	159413.5
Variance	0.15389818
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
1	38014	23.9%
1.2	36302	22.8%
1.5	20813	13.1%
0.9	15719	9.9%
0.8	15505	9.7%
0.7	12144	7.6%
0.6	6708	4.2%
0.5	5838	3.7%
0.4	3580	2.2%
0.3	2116	1.3%
Other values (7)	2517	1.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1	803	0.5%
0.2	1037	0.7%
0.3	2116	1.3%
0.4	3580	2.2%
0.5	5838	3.7%
0.6	6708	4.2%
0.7	12144	7.6%
0.8	15505	9.7%
0.9	15719	9.9%
1	38014	23.9%

Value	Count	Frequency (%)
9.9	117	0.1%
2	536	0.3%
1.6	19	< 0.1%
1.5	20813	13.1%
1.4	2	< 0.1%
1.3	3	< 0.1%
1.2	36302	22.8%
1	38014	23.9%
0.9	15719	9.9%
0.8	15505	9.7%

hearing(left)
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.2 MiB

1	155438
2	3818

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	159256
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	2
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	155438	97.6%
2	3818	2.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	155438	97.6%
2	3818	2.4%

Most occurring characters

Value	Count	Frequency (%)
1	155438	97.6%
2	3818	2.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	159256	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	155438	97.6%
2	3818	2.4%

Most occurring scripts

Value	Count	Frequency (%)
Common	159256	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	155438	97.6%
2	3818	2.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	159256	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	155438	97.6%
2	3818	2.4%

hearing(right)
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.2 MiB

1	155526
2	3730

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	159256
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	2
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	155526	97.7%
2	3730	2.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	155526	97.7%
2	3730	2.3%

Most occurring characters

Value	Count	Frequency (%)
1	155526	97.7%
2	3730	2.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	159256	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	155526	97.7%
2	3730	2.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	159256	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	155526	97.7%
2	3730	2.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	159256	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	155526	97.7%
2	3730	2.3%

systolic
Real number (ℝ)

HIGH CORRELATION

Distinct	112
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	122.50365

Minimum	77
Maximum	213
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	77
5-th percentile	101
Q1	114
median	121
Q3	130
95-th percentile	144
Maximum	213
Range	136
Interquartile range (IQR)	16

Descriptive statistics

Standard deviation	12.729315
Coefficient of variation (CV)	0.10390968
Kurtosis	0.21205237
Mean	122.50365
Median Absolute Deviation (MAD)	9
Skewness	0.21992481
Sum	19509441
Variance	162.03546
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
130	11765	7.4%
120	11749	7.4%
110	11591	7.3%
118	9686	6.1%
124	4692	2.9%
128	4528	2.8%
116	4517	2.8%
138	4512	2.8%
122	4163	2.6%
119	3967	2.5%
Other values (102)	88086	55.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
77	1	< 0.1%
79	1	< 0.1%
80	2	< 0.1%
81	6	< 0.1%
82	3	< 0.1%
83	6	< 0.1%
84	1	< 0.1%
85	1	< 0.1%
86	20	< 0.1%
87	17	< 0.1%

Value	Count	Frequency (%)
213	1	< 0.1%
203	2	< 0.1%
199	2	< 0.1%
198	1	< 0.1%
195	2	< 0.1%
192	1	< 0.1%
190	8	< 0.1%
185	1	< 0.1%
184	1	< 0.1%
183	1	< 0.1%

relaxation
Real number (ℝ)

HIGH CORRELATION

Distinct	75
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	76.874071

Minimum	44
Maximum	133
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	44
5-th percentile	61
Q1	70
median	78
Q3	82
95-th percentile	91
Maximum	133
Range	89
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	8.9946417
Coefficient of variation (CV)	0.11700488
Kurtosis	0.14220139
Mean	76.874071
Median Absolute Deviation (MAD)	6
Skewness	0.17634977
Sum	12242657
Variance	80.903579
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
80	20326	12.8%
70	16878	10.6%
78	10258	6.4%
74	5924	3.7%
72	5875	3.7%
76	5568	3.5%
82	5385	3.4%
88	5345	3.4%
75	5233	3.3%
60	5006	3.1%
Other values (65)	73458	46.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
44	2	< 0.1%
46	3	< 0.1%
47	1	< 0.1%
48	6	< 0.1%
49	3	< 0.1%
50	37	< 0.1%
51	81	0.1%
52	49	< 0.1%
53	67	< 0.1%
54	160	0.1%

Value	Count	Frequency (%)
133	1	< 0.1%
122	1	< 0.1%
121	1	< 0.1%
120	19	< 0.1%
116	4	< 0.1%
114	7	< 0.1%
113	5	< 0.1%
112	6	< 0.1%
111	6	< 0.1%
110	153	0.1%

fasting blood sugar
Real number (ℝ)

Distinct	229
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	98.352552

Minimum	46
Maximum	375
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	46
5-th percentile	81
Q1	90
median	96
Q3	103
95-th percentile	122
Maximum	375
Range	329
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	15.32974
Coefficient of variation (CV)	0.1558652
Kurtosis	27.200004
Mean	98.352552
Median Absolute Deviation (MAD)	7
Skewness	3.461099
Sum	15663234
Variance	235.00093
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
94	7109	4.5%
97	6733	4.2%
92	6615	4.2%
95	6585	4.1%
91	6461	4.1%
93	6460	4.1%
98	6081	3.8%
99	6058	3.8%
96	6019	3.8%
90	5704	3.6%
Other values (219)	95431	59.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
46	1	< 0.1%
48	2	< 0.1%
51	3	< 0.1%
55	3	< 0.1%
56	4	< 0.1%
57	2	< 0.1%
59	5	< 0.1%
60	8	< 0.1%
61	15	< 0.1%
62	1	< 0.1%

Value	Count	Frequency (%)
375	2	< 0.1%
369	4	< 0.1%
365	1	< 0.1%
318	1	< 0.1%
313	4	< 0.1%
308	1	< 0.1%
303	1	< 0.1%
302	6	< 0.1%
297	1	< 0.1%
288	2	< 0.1%

Cholesterol
Real number (ℝ)

HIGH CORRELATION

Distinct	227
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	195.79616

Minimum	77
Maximum	393
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	77
5-th percentile	150
Q1	175
median	196
Q3	217
95-th percentile	240
Maximum	393
Range	316
Interquartile range (IQR)	42

Descriptive statistics

Standard deviation	28.396959
Coefficient of variation (CV)	0.14503328
Kurtosis	-0.20628097
Mean	195.79616
Median Absolute Deviation (MAD)	21
Skewness	0.043487789
Sum	31181714
Variance	806.38729
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
197	2238	1.4%
198	2232	1.4%
216	2203	1.4%
199	2194	1.4%
192	2149	1.3%
220	2139	1.3%
201	2138	1.3%
204	2134	1.3%
207	2113	1.3%
203	2079	1.3%
Other values (217)	137637	86.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
77	1	< 0.1%
91	4	< 0.1%
96	1	< 0.1%
98	1	< 0.1%
99	2	< 0.1%
100	3	< 0.1%
101	2	< 0.1%
102	3	< 0.1%
103	3	< 0.1%
104	3	< 0.1%

Value	Count	Frequency (%)
393	1	< 0.1%
366	1	< 0.1%
351	2	< 0.1%
347	2	< 0.1%
344	1	< 0.1%
330	2	< 0.1%
322	4	< 0.1%
320	1	< 0.1%
318	4	< 0.1%
317	1	< 0.1%

triglyceride
Real number (ℝ)

HIGH CORRELATION

Distinct	392
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	127.61605

Minimum	8
Maximum	766
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	8
5-th percentile	44
Q1	77
median	115
Q3	165
95-th percentile	255
Maximum	766
Range	758
Interquartile range (IQR)	88

Descriptive statistics

Standard deviation	66.188989
Coefficient of variation (CV)	0.51865726
Kurtosis	0.99610845
Mean	127.61605
Median Absolute Deviation (MAD)	43
Skewness	0.98622775
Sum	20323621
Variance	4380.9823
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
82	1555	1.0%
147	1548	1.0%
85	1505	0.9%
71	1476	0.9%
79	1404	0.9%
86	1346	0.8%
45	1283	0.8%
88	1278	0.8%
67	1270	0.8%
105	1269	0.8%
Other values (382)	145322	91.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8	2	< 0.1%
11	2	< 0.1%
14	2	< 0.1%
15	1	< 0.1%
16	9	< 0.1%
17	2	< 0.1%
18	1	< 0.1%
19	2	< 0.1%
20	24	< 0.1%
21	12	< 0.1%

Value	Count	Frequency (%)
766	1	< 0.1%
548	1	< 0.1%
466	2	< 0.1%
432	2	< 0.1%
399	39	< 0.1%
398	2	< 0.1%
397	46	< 0.1%
396	4	< 0.1%
395	3	< 0.1%
394	28	< 0.1%

HDL
Real number (ℝ)

HIGH CORRELATION

Distinct	108
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	55.852684

Minimum	9
Maximum	136
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	9
5-th percentile	37
Q1	45
median	54
Q3	64
95-th percentile	83
Maximum	136
Range	127
Interquartile range (IQR)	19

Descriptive statistics

Standard deviation	13.964141
Coefficient of variation (CV)	0.25001737
Kurtosis	0.30332561
Mean	55.852684
Median Absolute Deviation (MAD)	9
Skewness	0.75888408
Sum	8894875
Variance	194.99724
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
47	5431	3.4%
46	5200	3.3%
44	4983	3.1%
48	4968	3.1%
49	4939	3.1%
54	4917	3.1%
51	4852	3.0%
50	4791	3.0%
52	4528	2.8%
55	4464	2.8%
Other values (98)	110183	69.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
9	1	< 0.1%
18	1	< 0.1%
22	1	< 0.1%
23	2	< 0.1%
24	6	< 0.1%
25	11	< 0.1%
26	10	< 0.1%
27	21	< 0.1%
28	60	< 0.1%
29	55	< 0.1%

Value	Count	Frequency (%)
136	1	< 0.1%
135	2	< 0.1%
133	4	< 0.1%
125	7	< 0.1%
123	1	< 0.1%
122	6	< 0.1%
121	11	< 0.1%
120	4	< 0.1%
119	12	< 0.1%
118	1	< 0.1%

LDL
Real number (ℝ)

HIGH CORRELATION

Distinct	222
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	114.60768

Minimum	1
Maximum	1860
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	1
5-th percentile	74
Q1	95
median	114
Q3	133
95-th percentile	157
Maximum	1860
Range	1859
Interquartile range (IQR)	38

Descriptive statistics

Standard deviation	28.158931
Coefficient of variation (CV)	0.24569846
Kurtosis	323.6313
Mean	114.60768
Median Absolute Deviation (MAD)	19
Skewness	6.8748102
Sum	18251961
Variance	792.92542
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
112	2515	1.6%
106	2495	1.6%
121	2360	1.5%
116	2341	1.5%
107	2304	1.4%
127	2289	1.4%
114	2285	1.4%
128	2214	1.4%
118	2209	1.4%
123	2199	1.4%
Other values (212)	136045	85.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	2	< 0.1%
10	1	< 0.1%
15	1	< 0.1%
16	2	< 0.1%
17	2	< 0.1%
18	1	< 0.1%
19	1	< 0.1%
21	5	< 0.1%
22	5	< 0.1%
23	1	< 0.1%

Value	Count	Frequency (%)
1860	1	< 0.1%
1660	2	< 0.1%
1220	3	< 0.1%
1200	2	< 0.1%
1120	2	< 0.1%
1070	2	< 0.1%
1010	1	< 0.1%
790	1	< 0.1%
318	1	< 0.1%
292	1	< 0.1%

hemoglobin
Real number (ℝ)

HIGH CORRELATION

Distinct	134
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14.796965

Minimum	4.9
Maximum	21
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	4.9
5-th percentile	12.4
Q1	13.8
median	15
Q3	15.8
95-th percentile	16.8
Maximum	21
Range	16.1
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.4312131
Coefficient of variation (CV)	0.096723419
Kurtosis	0.95852579
Mean	14.796965
Median Absolute Deviation (MAD)	1
Skewness	-0.63357056
Sum	2356505.5
Variance	2.0483709
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
15.6	5391	3.4%
15.7	4981	3.1%
15.5	4968	3.1%
15.4	4929	3.1%
15.8	4881	3.1%
15.9	4848	3.0%
15	4686	2.9%
15.3	4651	2.9%
14.9	4310	2.7%
15.2	4306	2.7%
Other values (124)	111305	69.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4.9	1	< 0.1%
5.8	5	< 0.1%
5.9	1	< 0.1%
6.3	3	< 0.1%
6.4	1	< 0.1%
6.6	8	< 0.1%
6.9	6	< 0.1%
7	3	< 0.1%
7.1	13	< 0.1%
7.2	9	< 0.1%

Value	Count	Frequency (%)
21	1	< 0.1%
20.4	2	< 0.1%
19.7	1	< 0.1%
19.3	3	< 0.1%
19.2	4	< 0.1%
19.1	8	< 0.1%
19	15	< 0.1%
18.9	4	< 0.1%
18.8	34	< 0.1%
18.7	18	< 0.1%

Urine protein
Real number (ℝ)

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.0742327

Minimum	1
Maximum	6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	1
Q3	1
95-th percentile	2
Maximum	6
Range	5
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.34785565
Coefficient of variation (CV)	0.32381779
Kurtosis	35.953698
Mean	1.0742327
Median Absolute Deviation (MAD)	0
Skewness	5.5855624
Sum	171078
Variance	0.12100356
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
1	150862	94.7%
2	5609	3.5%
3	2228	1.4%
4	477	0.3%
5	74	< 0.1%
6	6	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	150862	94.7%
2	5609	3.5%
3	2228	1.4%
4	477	0.3%
5	74	< 0.1%
6	6	< 0.1%

Value	Count	Frequency (%)
6	6	< 0.1%
5	74	< 0.1%
4	477	0.3%
3	2228	1.4%
2	5609	3.5%
1	150862	94.7%

serum creatinine
Real number (ℝ)

Distinct	28
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.89276448

Minimum	0.1
Maximum	9.9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	0.1
5-th percentile	0.6
Q1	0.8
median	0.9
Q3	1
95-th percentile	1.2
Maximum	9.9
Range	9.8
Interquartile range (IQR)	0.2

Descriptive statistics

Standard deviation	0.17934595
Coefficient of variation (CV)	0.20088832
Kurtosis	58.931478
Mean	0.89276448
Median Absolute Deviation (MAD)	0.1
Skewness	1.5110591
Sum	142178.1
Variance	0.032164971
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=28)

Value	Count	Frequency (%)
0.9	35776	22.5%
1	31313	19.7%
0.8	29802	18.7%
0.7	19782	12.4%
1.1	17830	11.2%
0.6	11153	7.0%
1.2	7657	4.8%
0.5	2624	1.6%
1.3	2123	1.3%
1.4	604	0.4%
Other values (18)	592	0.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1	17	< 0.1%
0.2	3	< 0.1%
0.3	5	< 0.1%
0.4	311	0.2%
0.5	2624	1.6%
0.6	11153	7.0%
0.7	19782	12.4%
0.8	29802	18.7%
0.9	35776	22.5%
1	31313	19.7%

Value	Count	Frequency (%)
9.9	1	< 0.1%
7.4	1	< 0.1%
5.9	2	< 0.1%
3.4	1	< 0.1%
3	1	< 0.1%
2.5	3	< 0.1%
2.2	3	< 0.1%
2.1	4	< 0.1%
2	7	< 0.1%
1.9	12	< 0.1%

AST
Real number (ℝ)

HIGH CORRELATION

Distinct	140
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	25.516853

Minimum	6
Maximum	778
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	6
5-th percentile	16
Q1	20
median	24
Q3	29
95-th percentile	41
Maximum	778
Range	772
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	9.4648821
Coefficient of variation (CV)	0.37092669
Kurtosis	629.51933
Mean	25.516853
Median Absolute Deviation (MAD)	5
Skewness	11.592346
Sum	4063712
Variance	89.583993
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20	10628	6.7%
21	10600	6.7%
23	10371	6.5%
22	10361	6.5%
24	9827	6.2%
19	9759	6.1%
25	8347	5.2%
18	8340	5.2%
26	7445	4.7%
17	6697	4.2%
Other values (130)	66881	42.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
6	1	< 0.1%
7	2	< 0.1%
8	1	< 0.1%
9	19	< 0.1%
10	52	< 0.1%
11	145	0.1%
12	472	0.3%
13	856	0.5%
14	1944	1.2%
15	3395	2.1%

Value	Count	Frequency (%)
778	1	< 0.1%
656	1	< 0.1%
591	2	< 0.1%
527	1	< 0.1%
387	1	< 0.1%
326	1	< 0.1%
320	1	< 0.1%
311	1	< 0.1%
250	1	< 0.1%
221	1	< 0.1%

ALT
Real number (ℝ)

HIGH CORRELATION SKEWED

Distinct	188
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	26.550296

Minimum	1
Maximum	2914
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	1
5-th percentile	11
Q1	16
median	22
Q3	32
95-th percentile	55
Maximum	2914
Range	2913
Interquartile range (IQR)	16

Descriptive statistics

Standard deviation	17.75307
Coefficient of variation (CV)	0.66865808
Kurtosis	4870.2419
Mean	26.550296
Median Absolute Deviation (MAD)	7
Skewness	34.830012
Sum	4228294
Variance	315.1715
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
15	7337	4.6%
16	7226	4.5%
18	6890	4.3%
17	6805	4.3%
19	6757	4.2%
20	6592	4.1%
14	6288	3.9%
21	6154	3.9%
22	5884	3.7%
13	5777	3.6%
Other values (178)	93546	58.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	3	< 0.1%
2	1	< 0.1%
3	2	< 0.1%
4	24	< 0.1%
5	55	< 0.1%
6	146	0.1%
7	391	0.2%
8	926	0.6%
9	1597	1.0%
10	2886	1.8%

Value	Count	Frequency (%)
2914	1	< 0.1%
1612	1	< 0.1%
745	2	< 0.1%
740	1	< 0.1%
713	1	< 0.1%
610	1	< 0.1%
280	1	< 0.1%
250	1	< 0.1%
224	1	< 0.1%
220	2	< 0.1%

Gtp
Real number (ℝ)

HIGH CORRELATION

Distinct	362
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	36.216004

Minimum	2
Maximum	999
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	2
5-th percentile	12
Q1	18
median	27
Q3	44
95-th percentile	88
Maximum	999
Range	997
Interquartile range (IQR)	26

Descriptive statistics

Standard deviation	31.204643
Coefficient of variation (CV)	0.86162577
Kurtosis	69.558428
Mean	36.216004
Median Absolute Deviation (MAD)	11
Skewness	5.4148273
Sum	5767616
Variance	973.72973
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
14	5473	3.4%
16	5415	3.4%
15	5310	3.3%
18	5307	3.3%
19	5087	3.2%
17	5065	3.2%
20	4820	3.0%
21	4795	3.0%
13	4737	3.0%
22	4299	2.7%
Other values (352)	108948	68.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	1	< 0.1%
3	2	< 0.1%
5	17	< 0.1%
6	35	< 0.1%
7	144	0.1%
8	377	0.2%
9	1081	0.7%
10	1974	1.2%
11	2995	1.9%
12	3605	2.3%

Value	Count	Frequency (%)
999	1	< 0.1%
926	1	< 0.1%
836	1	< 0.1%
816	1	< 0.1%
778	2	< 0.1%
766	1	< 0.1%
764	2	< 0.1%
752	2	< 0.1%
691	2	< 0.1%
667	1	< 0.1%

dental caries
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.2 MiB

0	127724
1	31532

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	159256
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	0
4th row	1
5th row	0

Common Values

Value	Count	Frequency (%)
0	127724	80.2%
1	31532	19.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	127724	80.2%
1	31532	19.8%

Most occurring characters

Value	Count	Frequency (%)
0	127724	80.2%
1	31532	19.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	159256	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	127724	80.2%
1	31532	19.8%

Most occurring scripts

Value	Count	Frequency (%)
Common	159256	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	127724	80.2%
1	31532	19.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	159256	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	127724	80.2%
1	31532	19.8%

smoking
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.2 MiB

0	89603
1	69653

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	159256
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	0
3rd row	1
4th row	0
5th row	1

Common Values

Value	Count	Frequency (%)
0	89603	56.3%
1	69653	43.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	89603	56.3%
1	69653	43.7%

Most occurring characters

Value	Count	Frequency (%)
0	89603	56.3%
1	69653	43.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	159256	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	89603	56.3%
1	69653	43.7%

Most occurring scripts

Value	Count	Frequency (%)
Common	159256	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	89603	56.3%
1	69653	43.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	159256	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	89603	56.3%
1	69653	43.7%

Auto

Heatmap
Table

	id	age	height(cm)	weight(kg)	waist(cm)	eyesight(left)	eyesight(right)	systolic	relaxation	fasting blood sugar	Cholesterol	triglyceride	HDL	LDL	hemoglobin	Urine protein	serum creatinine	AST	ALT	Gtp	hearing(left)	hearing(right)	dental caries	smoking
id	1.000	-0.003	0.001	-0.002	-0.003	0.003	0.003	-0.000	0.001	0.000	-0.001	-0.001	0.004	-0.002	0.001	-0.002	-0.003	0.002	-0.000	0.002	0.000	0.004	0.003	0.004
age	-0.003	1.000	-0.509	-0.356	-0.063	-0.378	-0.374	0.141	0.066	0.206	0.120	-0.032	0.059	0.124	-0.324	-0.025	-0.182	0.070	-0.131	-0.076	0.275	0.278	0.129	0.217
height(cm)	0.001	-0.509	1.000	0.704	0.416	0.280	0.284	0.075	0.118	0.037	-0.106	0.272	-0.303	-0.078	0.586	-0.012	0.482	0.070	0.300	0.349	0.105	0.107	0.103	0.483
weight(kg)	-0.002	-0.356	0.704	1.000	0.820	0.209	0.214	0.245	0.265	0.176	0.022	0.430	-0.444	0.071	0.560	-0.036	0.434	0.182	0.477	0.478	0.070	0.070	0.089	0.370
waist(cm)	-0.003	-0.063	0.416	0.820	1.000	0.059	0.065	0.305	0.288	0.252	0.080	0.440	-0.442	0.134	0.419	-0.042	0.311	0.223	0.468	0.473	0.027	0.027	0.052	0.267
eyesight(left)	0.003	-0.378	0.280	0.209	0.059	1.000	0.712	-0.049	0.009	-0.060	-0.015	0.069	-0.051	-0.024	0.191	-0.001	0.126	-0.006	0.102	0.088	0.078	0.079	0.031	0.106
eyesight(right)	0.003	-0.374	0.284	0.214	0.065	0.712	1.000	-0.044	0.016	-0.055	-0.012	0.079	-0.057	-0.022	0.198	0.000	0.129	-0.003	0.108	0.097	0.073	0.076	0.036	0.112
systolic	-0.000	0.141	0.075	0.245	0.305	-0.049	-0.044	1.000	0.747	0.225	0.067	0.186	-0.108	0.064	0.174	-0.044	0.068	0.127	0.169	0.231	0.040	0.042	0.031	0.109
relaxation	0.001	0.066	0.118	0.265	0.288	0.009	0.016	0.747	1.000	0.199	0.099	0.219	-0.121	0.086	0.229	-0.034	0.095	0.123	0.187	0.265	0.015	0.020	0.024	0.119
fasting blood sugar	0.000	0.206	0.037	0.176	0.252	-0.060	-0.055	0.225	0.199	1.000	0.071	0.242	-0.140	0.054	0.110	-0.032	0.089	0.068	0.151	0.251	0.029	0.029	0.015	0.065
Cholesterol	-0.001	0.120	-0.106	0.022	0.080	-0.015	-0.012	0.067	0.099	0.071	1.000	0.240	0.158	0.878	0.022	-0.042	-0.007	0.086	0.104	0.136	0.042	0.039	0.036	0.065
triglyceride	-0.001	-0.032	0.272	0.430	0.440	0.069	0.079	0.186	0.219	0.242	0.240	1.000	-0.551	0.094	0.366	-0.069	0.223	0.108	0.338	0.460	0.046	0.042	0.040	0.329
HDL	0.004	0.059	-0.303	-0.444	-0.442	-0.051	-0.057	-0.108	-0.121	-0.140	0.158	-0.551	1.000	-0.071	-0.338	0.026	-0.259	-0.069	-0.297	-0.281	0.028	0.027	0.048	0.268
LDL	-0.002	0.124	-0.078	0.071	0.134	-0.024	-0.022	0.064	0.086	0.054	0.878	0.094	-0.071	1.000	0.043	-0.015	0.035	0.097	0.132	0.102	0.000	0.000	0.000	0.011
hemoglobin	0.001	-0.324	0.586	0.560	0.419	0.191	0.198	0.174	0.229	0.110	0.022	0.366	-0.338	0.043	1.000	-0.019	0.496	0.206	0.423	0.477	0.060	0.058	0.081	0.457
Urine protein	-0.002	-0.025	-0.012	-0.036	-0.042	-0.001	0.000	-0.044	-0.034	-0.032	-0.042	-0.069	0.026	-0.015	-0.019	1.000	-0.023	-0.056	-0.059	-0.061	0.017	0.016	0.014	0.032
serum creatinine	-0.003	-0.182	0.482	0.434	0.311	0.126	0.129	0.068	0.095	0.089	-0.007	0.223	-0.259	0.035	0.496	-0.023	1.000	0.141	0.253	0.318	0.014	0.009	0.002	0.117
AST	0.002	0.070	0.070	0.182	0.223	-0.006	-0.003	0.127	0.123	0.068	0.086	0.108	-0.069	0.097	0.206	-0.056	0.141	1.000	0.707	0.391	0.000	0.000	0.006	0.007
ALT	-0.000	-0.131	0.300	0.477	0.468	0.102	0.108	0.169	0.187	0.151	0.104	0.338	-0.297	0.132	0.423	-0.059	0.253	0.707	1.000	0.581	0.015	0.016	0.000	0.001
Gtp	0.002	-0.076	0.349	0.478	0.473	0.088	0.097	0.231	0.265	0.251	0.136	0.460	-0.281	0.102	0.477	-0.061	0.318	0.391	0.581	1.000	0.003	0.007	0.022	0.131
hearing(left)	0.000	0.275	0.105	0.070	0.027	0.078	0.073	0.040	0.015	0.029	0.042	0.046	0.028	0.000	0.060	0.017	0.014	0.000	0.015	0.003	1.000	0.553	0.019	0.038
hearing(right)	0.004	0.278	0.107	0.070	0.027	0.079	0.076	0.042	0.020	0.029	0.039	0.042	0.027	0.000	0.058	0.016	0.009	0.000	0.016	0.007	0.553	1.000	0.016	0.037
dental caries	0.003	0.129	0.103	0.089	0.052	0.031	0.036	0.031	0.024	0.015	0.036	0.040	0.048	0.000	0.081	0.014	0.002	0.006	0.000	0.022	0.019	0.016	1.000	0.107
smoking	0.004	0.217	0.483	0.370	0.267	0.106	0.112	0.109	0.119	0.065	0.065	0.329	0.268	0.011	0.457	0.032	0.117	0.007	0.001	0.131	0.038	0.037	0.107	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	id	age	height(cm)	weight(kg)	waist(cm)	eyesight(left)	eyesight(right)	hearing(left)	hearing(right)	systolic	relaxation	fasting blood sugar	Cholesterol	triglyceride	HDL	LDL	hemoglobin	Urine protein	serum creatinine	AST	ALT	Gtp	dental caries	smoking
0	0	55	165	60	81.0	0.5	0.6	1	1	135	87	94	172	300	40	75	16.5	1	1.0	22	25	27	0	1
1	1	70	165	65	89.0	0.6	0.7	2	2	146	83	147	194	55	57	126	16.2	1	1.1	27	23	37	1	0
2	2	20	170	75	81.0	0.4	0.5	1	1	118	75	79	178	197	45	93	17.4	1	0.8	27	31	53	0	1
3	3	35	180	95	105.0	1.5	1.2	1	1	131	88	91	180	203	38	102	15.9	1	1.0	20	27	30	1	0
4	4	30	165	60	80.5	1.5	1.0	1	1	121	76	91	155	87	44	93	15.4	1	0.8	19	13	17	0	1
5	5	50	170	55	51.0	1.2	1.2	1	1	146	95	101	199	343	31	99	15.9	1	0.7	24	42	119	1	1
6	6	45	160	55	69.0	1.5	1.2	1	1	150	88	84	222	153	69	122	13.0	1	0.7	17	12	16	0	0
7	7	55	155	60	84.5	0.7	0.9	1	1	137	91	100	282	165	51	198	14.5	1	0.7	16	15	16	0	0
8	8	40	165	70	89.0	0.7	1.0	1	1	130	80	104	243	163	59	150	15.7	1	0.9	24	21	31	0	1
9	9	40	155	50	73.0	1.5	1.5	1	1	105	70	64	183	27	55	122	13.2	1	0.7	22	16	14	0	0

	id	age	height(cm)	weight(kg)	waist(cm)	eyesight(left)	eyesight(right)	hearing(left)	hearing(right)	systolic	relaxation	fasting blood sugar	Cholesterol	triglyceride	HDL	LDL	hemoglobin	Urine protein	serum creatinine	AST	ALT	Gtp	dental caries	smoking
159246	159246	40	165	60	70.0	0.9	1.2	1	1	103	60	93	205	258	44	110	13.7	1	0.7	18	8	7	0	0
159247	159247	20	170	55	71.0	1.2	1.5	1	1	110	76	142	179	65	73	93	15.9	1	0.9	18	18	16	0	0
159248	159248	30	170	100	100.0	1.0	1.0	1	1	143	95	101	187	169	39	114	16.2	1	1.3	24	43	35	0	0
159249	159249	40	170	85	91.4	1.2	0.9	1	1	110	68	91	220	248	45	125	16.1	1	0.9	26	44	37	0	1
159250	159250	25	180	90	88.0	1.5	1.2	1	1	119	68	96	206	199	43	123	15.3	1	1.1	24	29	42	1	0
159251	159251	40	155	45	69.0	1.5	2.0	1	1	127	80	64	238	47	72	159	14.5	1	0.8	25	26	13	0	0
159252	159252	50	155	75	82.0	1.0	1.0	1	1	120	80	89	213	202	64	108	14.5	1	0.6	21	20	18	0	0
159253	159253	40	160	50	66.0	1.5	1.0	1	1	114	70	84	189	45	87	93	10.9	1	0.6	15	9	12	0	0
159254	159254	50	165	75	92.0	1.2	1.0	1	1	121	90	122	165	148	55	80	14.4	1	1.1	22	17	37	0	1
159255	159255	40	145	45	76.4	1.0	1.2	1	1	125	87	83	186	87	87	81	14.0	1	0.8	21	16	17	0	0

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample